跨地域协同下制造服务组合的多目标优化方法和系统

By constructing a multi-objective optimization model for manufacturing service portfolios under cross-regional collaboration and adopting the NSGA-II algorithm, the problems of limited service capacity and heterogeneous task differences in manufacturing service portfolios were solved, the manufacturing service portfolio scheme was optimized, and the control effect of time and cost was improved.

CN115455657BActive Publication Date: 2026-07-17HEFEI UNIV OF TECH

Patent Information

Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
HEFEI UNIV OF TECH
Filing Date
2022-08-18
Publication Date
2026-07-17

AI Technical Summary

Technical Problem

Existing technologies fail to effectively consider the upper limit of manufacturing service capabilities and the differences in heterogeneous tasks in manufacturing service portfolios distributed across regions, resulting in shortcomings in time and cost control of service portfolio solutions. This is especially true for manufacturing enterprises with multiple tasks and multiple production bases, making it difficult to meet the production needs of various products.

Method used

A multi-objective optimization model for manufacturing service combinations under cross-regional collaboration is constructed and solved using the NSGA-II algorithm. Considering the characteristics of limited manufacturing service capabilities and heterogeneous tasks, the optimization objective is to minimize the maximum completion time and total cost. Combining vertical and horizontal priority relationships, a heuristic search mechanism is designed to improve the quality of the solution.

Benefits of technology

It improves the quality of manufacturing service portfolio solutions, enabling more effective fulfillment of the time and cost requirements of multi-task, multi-production-base manufacturing enterprises, and optimizes manufacturing service portfolios under cross-regional collaboration.

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Abstract

本发明提供一种跨地域协同下制造服务组合的多目标优化方法、系统、存储介质和电子设备,涉及服务组合技术领域。本发明包括,获取异构制造任务集合、制造服务集合和变量;根据所述异构制造任务集合、制造服务集合和变量,考虑制造服务能力受限的情况下,构建跨地域协同下制造服务组合的多目标优化模型;根据所述多目标优化模型,采用基于启发式搜索的NSGA‑Ⅱ算法求解获取最终的制造服务组合方案。提出跨地域协同下制造服务组合的多目标优化模型,采用基于启发式搜索的NSGA‑Ⅱ算法,有利于提高最终解的质量。
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